{"id":"W2227600649","doi":"10.1609/icwsm.v7i1.14413","title":"Understanding the Roles and Uses of Web Tutorials","year":2021,"lang":"en","type":"article","venue":"Proceedings of the International AAAI Conference on Web and Social Media","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Variety (cybernetics); Debugging; Task (project management); World Wide Web; Repertoire; Web application; Shadow (psychology); Human–computer interaction; Data science; Multimedia; Psychology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006421168,0.0004268676,0.0001799854,0.004691765,0.001681585,0.005677987,0.001082152,0.001109469,0.002309073],"category_scores_gemma":[0.03403394,0.0003201786,0.0002330996,0.001525049,0.002305113,0.01015672,0.00257983,0.001205407,0.0006616779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325391,"about_ca_system_score_gemma":0.001949802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169203,"about_ca_topic_score_gemma":0.003957271,"domain_scores_codex":[0.9938583,0.004027412,0.0002773182,0.0004639483,0.0009699891,0.0004030107],"domain_scores_gemma":[0.9621536,0.02607223,0.00402935,0.001466174,0.004342064,0.001936551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001964234,0.0002274951,0.1044537,0.0009885149,0.00004621269,0.002483239,0.4987296,0.00116446,0.01729863,0.05265108,0.004406719,0.317354],"study_design_scores_gemma":[0.00002753435,0.0004104151,0.1237747,0.002484769,0.00008417264,0.004911344,0.4341916,0.01000587,0.01089538,0.02381312,0.3892321,0.000168901],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8740334,0.003008928,0.0622053,0.002973239,0.0001209858,0.0001452708,0.0001344584,0.0007063777,0.05667209],"genre_scores_gemma":[0.9712821,0.001109555,0.01906911,0.0001905988,0.00007686162,0.00007909286,0.0001517369,0.0002018288,0.007839141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006421168,"threshold_uncertainty_score":0.03395879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1107486791317555,"score_gpt":0.3258731494735844,"score_spread":0.2151244703418289,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}